{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wanzheng\\Desktop\\1.3---实训\\《Python数据分析与应用》-配套资料\\01-数据和代码\\第3章\\01-任务程序\\data\n"
     ]
    }
   ],
   "source": [
    "cd C:\\Users\\wanzheng\\Desktop\\1.3---实训\\《Python数据分析与应用》-配套资料\\01-数据和代码\\第3章\\01-任务程序\\data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<numpy.lib.npyio.NpzFile at 0x1bd241a41d0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif'] = 'SimHei'  # 设置中文显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "data = np.load('国民经济核算季度数据.npz')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['序号', '时间', '国内生产总值_当季值(亿元)', '第一产业增加值_当季值(亿元)', '第二产业增加值_当季值(亿元)',\n",
       "       '第三产业增加值_当季值(亿元)', '农林牧渔业增加值_当季值(亿元)', '工业增加值_当季值(亿元)',\n",
       "       '建筑业增加值_当季值(亿元)', '批发和零售业增加值_当季值(亿元)', '交通运输、仓储和邮政业增加值_当季值(亿元)',\n",
       "       '住宿和餐饮业增加值_当季值(亿元)', '金融业增加值_当季值(亿元)', '房地产业增加值_当季值(亿元)',\n",
       "       '其他行业增加值_当季值(亿元)'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name = data['columns']  # 提取其中的columns数组，视为数据的标签\n",
    "values = data['values']  # 提取其中的values数组，数据的存在位置\n",
    "name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, '2000年第一季度', 21329.9, ..., 1235.9, 933.7, 3586.1],\n",
       "       [2, '2000年第二季度', 24043.4, ..., 1124.0, 904.7, 3464.9],\n",
       "       [3, '2000年第三季度', 25712.5, ..., 1170.4, 1070.9, 3518.2],\n",
       "       ...,\n",
       "       [67, '2016年第三季度', 190529.5, ..., 15472.5, 12164.1, 37964.1],\n",
       "       [68, '2016年第四季度', 211281.3, ..., 15548.7, 13214.9, 39848.4],\n",
       "       [69, '2017年第一季度', 180682.7, ..., 17213.5, 12393.4, 42443.1]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c8fb048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 7))  # 设置画布\n",
    "plt.scatter(vbalues[:, 0], values[:, 2], marker='o')  # 绘制散点图\n",
    "plt.xlabel('年份')  # 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  # 添加y轴名称\n",
    "plt.xticks(range(0, 70, 4), values[range(0, 70, 4), 1], rotation=45)\n",
    "plt.title('2000-2017年季度生产总值散点图')  # 添加图表标题\n",
    "# plt.savefig('../tmp/2000-2017年季度生产总值散点图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c7ad1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 7))  ## 设置画布\n",
    "## 绘制散点1\n",
    "plt.scatter(values[:, 0], values[:, 3], marker='o', c='red')\n",
    "## 绘制散点2\n",
    "plt.scatter(values[:, 0], values[:, 4], marker='D', c='blue')\n",
    "## 绘制散点3\n",
    "plt.scatter(values[:, 0], values[:, 5], marker='v', c='yellow')\n",
    "plt.xlabel('年份')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加纵轴标签\n",
    "plt.xticks(range(0, 70, 4), values[range(0, 70, 4), 1], rotation=45)\n",
    "plt.title('2000-2017年各产业季度生产总值散点图')  ## 添加图表标题\n",
    "plt.legend(['第一产业', '第二产业', '第三产业'])  ## 添加图例\n",
    "# plt.savefig('../tmp/2000-2017年各产业季度生产总值散点图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c856e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 7))  ## 设置画布\n",
    "## 绘制折线图\n",
    "plt.plot(values[:, 0], values[:, 2], color='m', linestyle='--')\n",
    "plt.xlabel('年份')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "plt.xticks(range(0, 70, 4), values[range(0, 70, 4), 1], rotation=45)\n",
    "plt.title('2000-2017年季度生产总值折线图')  ## 添加图表标题\n",
    "# plt.savefig('../tmp/2000-2017年季度生产总值折线图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c364550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 代码 3-8\n",
    "plt.figure(figsize=(8, 7))  ## 设置画布\n",
    "plt.plot(values[:, 0], values[:, 2], color='r', linestyle='--',\n",
    "         marker='o')  ## 绘制折线图\n",
    "plt.xlabel('年份')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "plt.xticks(range(0, 70, 4), values[range(0, 70, 4), 1], rotation=45)\n",
    "plt.title('2000-2017年季度生产总值点线图', rotation=45)  ## 添加图表标题\n",
    "# plt.savefig('../tmp/2000-2017年季度生产总值点线图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c56e668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 代码 3-9\n",
    "plt.figure(figsize=(8, 7))  ## 设置画布\n",
    "plt.plot(values[:, 0], values[:, 3], 'bs-',\n",
    "         values[:, 0], values[:, 4], 'ro-.',\n",
    "         values[:, 0], values[:, 5], 'gH--')  ## 绘制折线图\n",
    "plt.xlabel('年份')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "plt.xticks(range(0, 70, 4), values[range(0, 70, 4), 1], rotation=-45)\n",
    "plt.title('2000-2017年各产业季度生产总值折线图')  ## 添加图表标题\n",
    "plt.legend(['第一产业', '第二产业', '第三产业'])\n",
    "plt.savefig('../tmp/2000-2017年季度各产业生产总值折线图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c80b0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif'] = 'SimHei'  ## 设置中文显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "data = np.load('国民经济核算季度数据.npz')\n",
    "name = data['columns']  ## 提取其中的columns数组，视为数据的标签\n",
    "values = data['values']  ## 提取其中的values数组，数据的存在位置\n",
    "p = plt.figure(figsize=(12, 12))  ##设置画布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1bd2c8a5588>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Zlz+ko6OD/fffn7a2tmSXMQyjwDQ0NOGUcEmMSCWDB5+cpxGZMAnP/PlwySXwzjug6vy95JKsBMoXv/hFrr/+enbbbTeuueYa/vznP3PEEUew5557su+++/L666/T2dlJZ2eiSrPQ2dlJLBbr0XbBBRewcuVKd9jzufTSS1FVYrEYQ4YM4Y033uDNN3sXmHv11VdpbGykqqoq43syDCP3VFXVMXToeLorIA8AynscI1LOqFFNeRtTvymONXr0aI1P9PjXv/6V/fbbL1wHDQ2OAIln1Ch4++2MxzVnzhwefPBBampqeP/999mxYwfDhw9n+/btfO9732PNmjU0Nzcn9Ju0t7czZ84cvv3tb9Pc3Mxdd93FXnvt1es4VWX27NmMHTuWn/zkJ5SVlbFjxw722WcfOjo6+OCDD9i8eTOf/vSnOeOMMwKvldbnZRhGTmlr28jLLzcSi7VSVlbNkCGn8/77D6DajkgldXUX88lP3pLVNUTkVVUdHebYnPpMRGQosFBVjxGRAcAjOHWV56nqnVG35fJeePfd9NpD8tZbb3HjjTcyZswYFi5cyAcffMCll17a45impnBPF62trTQ3N/PNb34z6XGnnHIK3/nOdxg3blxXWywWY9GiReaEN4wSwdNONm6cS23teEaNmsbmzQ+imn+tBHJo5hKRPYB7gJ3cpu8Cr6rqZ4FvicguOWjLHSNHptcekmHDhjFt2jSOOeYYTjvtNObMmcPxxx/P8ccfz6BBg3qZsJKxadMmRowYkfK4Aw88kKVLl/ZoKysrY9WqVT0c9IZhFDcNDU0MHNjAqFFNXcIFyqitHU9VVW1ex5JLn0kncAbwsft6HLDA3X8OGJ2DttwxYwbU1PRsq6lx2rPg8ssv56KLLmLkyJFMnTqVSZMm8fDDDzNjxgz2339/ysrC/YtaW1tZsWIFhx56aNLj2tra2LFjR69lwgA77bQTHR0d5oA3jBKhqqqOMWPWdgkOv3DJNzkzc6nqx9AjcnonwFsYvRUYmoO2HojIJcAlACOz1CA45xzn79Spjmlr5EhHkHjtGfDmm29y9dVXc/bZZ3Pffffx61//mi1bttDZ2cny5cuZO3du6L5uvPFGzjzzzJQxKffffz+33357V8JGv4by6KOP0tHRwQUXXMBll12W2U0ZhlEwPOFSCPIZZ/IvoBr4CNjZfR11Ww9U9XbgdnAc8FnfwTnnZCU84tlnn31YuHBh1+uzzz67a/+qq65Kq68JEyaw6667pjzuoosu4qKLLkqrb8MwjFTkc2nwq8DR7v4hwNs5aOu37L777qFNYoZhGFGTT83kHuBxETkG2B94GcdMFWWbYRiGUQByLkxUdZz79x0R+SKONnGtqnYCUbcZhmH0KYoxD1cQebWLqOoGVV2gqh/lqs0wDKMvMWjQSb5Id4d8p0oJgxnZ+yiWgt4w+gZBebgKEZSYChMmGdDSEl1fmzdv5thjj6W9vZ1YLMa2bds455xzaG1tZfv27Wll843FYnjpcV544QUmT57c9V5HR0ev4ydOnMgvf/lLbr75Zot8N4wiJT4Pl0hlQYISU2Ep6NOkuRmuuQZmzoQpU7LvL0wK+tdff53Zs2f3SsD4z3/+k7lz5/KNb3wDsBT0htFXaWho4r337ipYqpQwmDBJg+ZmuP56Z9/7m41A8aeg/+Uvf8m3v/1tbrrpJq666ioeeOABvve973HkkUdy3HHHMWnSpJT9nXjiiZx44omMHTuWRx99lKFDh/LEE0/w61//mnvuuQdwNKEJEybw0EMPdaWg91K2dHR0cPDBB7N69WrLHGwYBSKRw72sbCcKlSolDGbmCoknSLZvd15v3+68bm7OvM8wKegzwVLQG0bpksjhPmTItwqWKiUMppmEIF6QeHgCBTLXUBYtWtQrBf3q1au7UtCnN86eKehnz54NwJVXXtkjBf3pp5/Ogw8+2Ov8Rx55hPPOOy+zGzEMIxL8Ji0PkXIaG28oSo3Ew4RJClpaHB9JIrZvd94/4wxobEy//zAp6MNiKegNo/TxHO5eWd5idbjHY8IkBY2NjrM9SDMBJ3HwtGmZCRLoTkHf1tbGCy+8wKc+9amufF2rV6/m/fff73KmB6GqdHZ2UlFRwaZNm/jqV7+a8ppeCvrrPbUKS0FvGPkgkT8kGcXqcI/HhEkIPBNWvEDxBEk2TvjLL7+cESNG8Lvf/Y6pU6dSX1/PWWedxRtvvMHkyZO5+eabuemmm7qy/MbT3t7OrFmzOPnkk1mxYgW/+MUvkl6vra2NsrKywP68FPSdnZ3mNzGMHDBo0EldGkc3nuu6u3aRSCXV1fuyfftfS0IrARMmoYkXKFEIkjAp6Pfff3++//3vp+xr5syZloLeMIqcYH+I85tVbfW1lbPffvP5859PLQmtBKwGfNo1zaOOM4mKDz/8kF133TWnmYOtBrxhZM+aNRN6+EPq6i5GVXu1ZVu/PQrSqQFvS4PTZMoUWLu2uAQJWAp6wygV/OlRPH9IUFupYbNPBmTqbDcMwwiq1V7o+u1RYMLEMAwjzwTVai9k/fYoMAd8H2X79u18/PHH1NaW3hOOYfR1gmq1F7J+exSYZlJgwmQN7uzsJGihhBdj4mFZgw3DKBSmmRSYMFmDX375ZR599NFeDvZYLMbpp5/eJTQsa7BhFBf5qJLY0lIcflwTJiHJxZcinazB1yTL6eJiWYMNo7gIClKMskpiMYUqmJkrJLkonZlO1uC2trZe5yfSJixrsGEUB7mskhhfEiObDOZRYJpJSBJl8sz2SxE2a/ARRxzRKwXKoEGDWLJkSddryxpsGMVFrpI2JiqJAYXTUEyYhCRXX4qwWYP/+Mc/puzLsgYbRmFJlcgxigfQXJbEyAYzc6VBLqJUvazBxxxzDKeddhpz5szh+OOP5/jjj2fQoEFd/owwbNq0iREjRqQ8zssa7MeyBhtG9iQyh9fUHEAUAYleSYygDObQXRKjpSXjS2SMCZM0yEWU6uWXX85FF13EyJEjmTp1KpMmTeLhhx9mxowZ7L///ixYsICDDz6Y0aNHB24HHXQQCxcupLW1lRUrVnDooYcmvV5bWxs7duygoqK3UuplDQ7yzxiGkZpEPpL99psfSUCiVxKjpib4/Zoa5/1CrO4yM1eaNDQ0sW3bkki0krBZg88888yUfVnWYMMoPInM4bvsckhkAYm5LImRDZY1uI9kwbWswYZRHLS1beTllxuJxVopK6vmyCNbcpJry+87yZUgSSdrsGkmfYTdd9+90EMwjH5FstizoUPHs3Hj3JwmbfQExzXXFFYj8ej3wkRVEZFCD6Po6S8arGEkIkzJXS/2bNSoaZGZw5MxZQqccUZxRMD3awf8wIED2bJli02UKVBVtmzZwsCBAws9FMMoGEErteLxVnl6SRvzkUq+GAQJ9HPNpL6+nnXr1rF58+ZCD6XoGThwIPX19YUehmEUjKDAZShHpDzS2LNSpV8LkwEDBrD33nsXehiGYZQAQSu19trrLDZvfhDV0q2QGBV5M3OJyB4i8riIrBKRuW7bPBFZKSLTfMdl3GYYhpFL4gOXGxtvyDj2rBCBhbkknz6T84D57jKzXUTkh0C5qo4FGkVkXxE5NdO2PN6HYRj9lKDA5UwqJDY3wyc+UfjkjFGST2GyBThQRHYHRgB7Awvc954EjgbGZdHWCxG5xNWEVplfxDCMKGhoaKKiolt4pOtsL7Zsv1GRT2HyAjAKuBz4K1AJeOvstgJDgZ2yaOuFqt6uqqNVdfSQIUMivRnDMPonN95YxzHHrOXGG9N3tCfK9tsXBEo+hcl04FJVvQ54Azgb8LIK7uyO5V9ZtBmGYeSUbLSKVNl+S12g5HMS3gM4SETKgSOBG+g2Tx0CvA28mkWbYRhGZLz4Yj3Ll0uPbexY4e67nSXy6QiBYs72GxX5XBrcDNyFY+paCfwceF5EhgEnAmMAzaLNMAwjMoJK7ra3V7JiRXd11bA1RLxsv0GaCXTn1koVgFgs9d6DyJtmoqqvqOoBqrqzqn5RVT/GcaS/BHxBVT/Kpi1f92EYRv8gKJ18LFbOvff2XLUVVquYMsURGPHp48MmaSz2FWAF9TWo6jZVXaCqm6JoMwzDiApvGbCXQqW9vZLFi8ezbVtPx3s6NUTiBUo6gqTYV4D16wh4wzD6F4nMRImSOA4YUItIGapQXl7OwoU9tZJMUr+nm+23GOu9B2GroAzD6BckMxMlKrc7ZMipXUGKI0aMZ+LE2rS1iiCmTIG1a1OfO3ly6awA69fFsQzD6B/EF5J65JF6qqqSp5P3CluBsnr10Rx22Aqqqmppbna0ipkzc6sZXHklzJ6d+ri1a3PnlLfiWIZhGC5LltQzdux6HnusZ7uTnNHf4hlqYr0yAPtL7uajhkhzM9x6a/Jjwq4Ayxdm5jIMo8/S3AxLl55Ee3tPE1Z7+wBisfIebSKVXaauVBmAcy1IEi0h9ih0vfcgTJgYhtEn8QIF77yzCdX4Jb4VPPnkuV1CRqSSuroLqa3NLANw2PGkolQFCZgwMQyjj+IFCra21vHEE+O7BIe3xHf+/GbKy7vTyY8a1ZQwA3Amken+c8LEiKSKkve47LLiEyRgwsQwjD6MF9excGG3dhKLOUt8J06so76+pyYSlAE4k2BB/zlhY0Q84Rcf1OhRU+Os7grjlC8IqtovtsMPP1wNw+ifzJypOnnyZfr002V6xRUTdOZMp721dYOuXNmora0bE55XU6MKzl/vvFTX8s6pqFAdMMDZ97ZU/fjPD3uOn7Vrwx0XBmCVhpxjCz7J52szYWIY/ZtZszbo/fc36qxZwYLDw5uMM5nUg84J2tLpJx1BMnOmc07Y41NhwsSEiWEYAaR6avcm4xNOSCwUEk3uYQWJf0s2nnQFQ6YCKBnpCBMLWjQMoyQImzE3UWqUysrhHHXUuoTnhVlJ5ccfLNjS4vhIwhJ2RVbYew4aexSrvtIJWjQHvGEYRU86TvBEqVEGDz45wRnpCZKgxI6pnOfx54ed5DMVJJD/lCsmTAzDKGrSzZgblDo+WRBiuoIkkSBIlGK+ogIGDEh9fiYUU9GtlOlURGRn4AfAJ4BOt/lBVV2Sy4EZhmGEyZibyKzlEZ8axY83GYchjCDw3vPnAZs2zWkLmyU4HaIquhUFSTUTEdkHuBv4japeoKoXAhOA0SJSrKudDcPoA4Q13wSZtWAAqk66lI6OxFpJmNiOE05w9sMKAk9D8Z8TNktwJmRbdCsqkjrgRWQmcIM6lQ3j37sQx9P/pxyOLzLMAW8YpUMih/aCBfUMGZI82y9AZ2c1y5adzrHH3sfjj1/KoEG3JJ1UUzmwMymXm+8Su/GZkaMQJJE54FX1miBB4r53Z6kIEsMwSotEGsOKFb2TNopUUlNzQJd2EotV8sQT47nttmY2bmzgzjubUvpaUlVAzEQo5Dubb5BGlE8yXhosIucAj6nqh9EOKTeYZmIYpUe8xrDnnhv51a8aqapq7TqmrKyaww5bySuvjKG8vJW2tmrOOqslsLxuqkk2X7VKckmUGlE6mkkqM1eVqra5+w+p6mnufgVwHfApVT01gjHnHBMmhlE4Mp3gwjjX6+ou5uGHb2HLlgl85StzWbToUubMuSXhOamKSeXbPFXMRBln4l+xNdzbUdUOVb0GiDZHs2EYfY5MEiV6JHKug+NcFyln0SLHjHXXXU1s3NjAvfcGO9uD4kOCMEGSGamWBu/w7Q8WkfP9r4GQsaKGYfRH4mNEID3zUUNDE++9dxd+A0pZWQVDhpzOe+/dx4YN45k+vZbt22H79jrOPXdtYD/FWgOkL5FKM/HbwMqAgUC1u/0TuCxH4zIMo8RJFCOSjoZSVVXH0KHjfRUQnZiRxsZmKioamDChKWWw4cCBJkjyQSph4q+Q/C/gKeB+VZ2rqneo6t9zNzTDMEqVKFJ8eFHb/oh2L5K9qqqOo49ey5VX1iaMEalw7S7XXmuCJB+ko5nUAjcCy0XkSRE5PHfDMgyjVMkkxUd8ug+/n8XTToLK6SYL2LvuutwFChq9SSVMqnz7Lap6iqp+BrgCuFNEvp67oRmGUYqEiSr3O8LjHfRBubgSldOF5DEipeZMz0cOrZyRLD89UOvbXxUzJD8pAAAgAElEQVT33jDgb0B52Hz3hdysnolh5JcwxaXia3AE1RFJp8JhlIWh0iGK6oaFHH8i4uf9ZFtW9UxEpFZVN2Uv0nKPxZkYRv5JluIjyK+SKF3KBx8M5+9/XxdZ/Y8oiSLQMRepUKIg5/VMRKRGRD4PfJDJ+YZh9A8SpfhI5KAPSpfS3l7JCy+cHCqVeiEESTrp8ZP1kc2qt2IgpWYiIp9U1b/FtR0I/BioVNWS8JuYZmIYhcOvMXhJHBNpIaogvnWkra3VXHxxCxMn1ubkaT1TbSaK6obJaqkUg4YStWbyZxH5rr9BVV9X1W8CgzIY3K2e415E5onIShGZ5ns/4zbDMApPkPYQVJXwlVeCtZC33jqgq729vZKlS8fnTJBkGp0f1dLnYilsFQVhhMnfgBEi8hsRGRb3XloR8CJyDI5T/7ciciqO834s0Cgi+2bTls44DMPIDWEn5ylTYOjQJlR7TkGq5TzzzPyudtVyamubciZIMjFRRSUE0l31VuyEESZtqvpD4AbgQRGZIiI7ue9JkvN6ICIDgDuAt0XkZGAcsMB9+0ng6Czbgq55iYisEpFVmzdvDjtUwzAyINXk/OKL9SxfLl3b6NHDqKpq7UqV0t5eybZt47n//kPYtm08sVgZ27aNZ/Lk6FMAZuOniFIIFEthqyhIVWmxDDd/l6q+DHwOeB94RkR+A2xJ41rnA38BfgocAUwEPIPpVmAosFMWbb1Q1dtVdbSqjh4yZEgaQzUMIywtLeEm51RJG8vLyznlFCeO5JRTmqisbOh6HSVRmKiiFAKpaqmUCqkSPU4Apnov3HXH84B5IrKXqr6fxrUOA25X1U0icj9wFE6OL4CdcQTbv7JoMwwjz3jLYgcMgB07er53992Og3358sTn+5M2jhjRHd3upUuJmlQ13z0T1RlnpNYsEtV7z0QIeOfkok58vkg4CYuIADHgGhH5k2suetHbgEUi8loa13oT8P49o4EGus1ThwBvA69m0WYYRsQks/s3NzspS6C3IIHgZb7OlOPl2epO2pgouj3TsSUiaj9FlNUNc1knPi+EiWwEvg78EUdTkbARkXF97AI8BDwHrARGuX3eCPwV2A3YNdO2VNe3CHjDSI9kEdlB0e3x2557btDFiwfqsmV0bcuXD9Tly522Z5+t1tbWjZGPLez5mUbaBxFFBHwxQhoR8OkIgxrgQiJMnwLsAZxOz7QtGbcl20yYGEZ44tOcJEqBkmyrqVF94IHLdPnySleQVOqaNRP0jTcu02XLynTNmgmRj60Q/fRlciJMSn0zYWIY4Uj21L52bWohAqoDBzrHt7Zu0Gef7amJtLZu0JUrGzPSSqLWKIoxH1YxEZkwAWYBuyd4bwJwcNgLFXozYWIYqUmmdXiTdrJjKip6T87ZaiLpjC0T+qqJKgrSESZJ06mIyEjXLzFbVV9y23YBpgCdqhr9ur0cYelUDCM5XpqTVKxdCw8+mDiVSPxKqLa2jaxefTSHHbaiRy2SXI2tVIL8SoF00qkkXRqsqu+KyHnARBGZgFMTvgOYr6rPZT9UwzCKBW+lU6pcUY2NvZfFPvRQPYMHO6Ff777rbACVlcM56qh1jBmT3TLfdMZmFIZUcSao6n+A2XkYi2EYBSZeSHgExVD4YyM6Ok5CZB6q7V3vi1QyePDJgdfJJLliOmMz8o8F+xmG0YMwEdleapSxY4Vly4Ta2tt6CBLortceT6bJFcOOzSgMJkwMw+hFqmC84NQovQMS430kUdT/iDJQ0IiOrCotlhLmgDeM9PHMUS++WE97e+/aI35EBgKg2kpZWTVHHtnSQ5hEUf8jaGxG7sh5pUXDMPoH3mQdRhOpq7uQ2trxQFkvrSSK5IqJxmYUB6aZGIaRkra2jbz8ciOxWGtXW5AmAtprGbAt6y1dItNMRKTMV7sk6L3TMxmgYRilRVVVHUOHju/SThJpIlVVdYwZs7aHVtLXikAZwaRaGtwAfEtEfo+TC8uPAOfRXaTKMIwSJ5kfoqGhiffeuwtV/0otZdu2JSkz/tqy3r5PKmHSAXQCTcDzOEWoPgf8Afg70D9sZIbRD/BqkyxeXE9VVW9ne2XlcIYOHc/GjXN7+ETCBiRGWf/DKD6S1TOpAK7HqRtSBzyGI1DeA14BfpePARqGkXv8S3aXLj2JWKyns90LQGxoaMqo9oiHLevtu6RazfU80B53nMb9NQyjRAkquXvnnU3s2NFzavDMWlVVdey119qMc2xBHygCZQSSUJioagfwJPB7nHrrvwCuAg4CLgNuzccADcPIjFSVCL1I9OnTe/oxtm6t44knxndVSfQHIGYTve7HnO19j1SayUjgNVU9VlWPVNWDVXWIqu6HU8N9QO6HaBhGuqSa9FOV3L3vviZUvenB0UqiiF43+i4JHfAiUgVcA7SKyLEBh5ThaCyGYRQR8ZM+9DQpee+3tvY+12Pr1jqWLh3PV74yl2HDxnPjjbU9TGFesGF830b/JaEwUdU24EQRaQRmAgcD3wO2uIcIUJXzERqGEZp4/0f8pJ8oEj2emhoYOrSJ6uolLFrUlDR63evb6N+EjoAXkW8Br6vqG7kdUm6wCHijr5NMUNTUwIQJMDtEMYmBA+Haax0BYdHr/Zt0IuAzTqciIoeq6msZnVwATJgYfZmwk/4VV8Btt/UUOAsW1DNkSHBcyVFHrUsppGyJb98l8kSPIlLm/RWHO4BTshijYRgREjZlyezZPeuBAKxYcVLXyi0Pf2Gr+Boi/j5NkBgeSSPgRWSAqu4APhCR14Ba4Es4QYudInKOqs7PwzgNw0hB2JQln/98PWPHpkon37OwlUWvG6lIpZncLSK/wF0eDLynqv9Q1TuAp3HSrBiGUSSEqUSYaWEri143kpFUM1HVc0Tks8BPvCYR2RW4CZgEbMzx+AzDSBN/bfZHHnHybC1fnvwcT7iotiYst+v1fcYZ5mw3epPSZ6KqK3wvBTgduE9V/4mlVDGMosRLWdLQ0FsLEamkpuaAlOnkE2GCxAgiVT2TMSLyiK9JgUeA40TkR0CI9SOGYaRDqjQoYc9pbHTSxrvrZ7oQKWe//eZ3tXuaSLZJHI3+TSrNZDDwbWA/EbnTff0vYBmwCDgmt8MzjP5FJrmv/Oe8+GI9y5dL17Zy5bC46oiOP2SXXQ5h6NDUha0MIyxJhYmq/k5VtwCjcZI8fhGoAa4ErgWG5XyEhtFPyCT3Vfw5774b5FwfAJQDPVdpmSZiREmoOBNVXa+qm1X1PVX9UFW/jJM5+N3cDs8w+geJ0qAkEihBqeO3b4fJk5vo6Oj5sy4rq2Do0HOJ94eYJmJESUph4iZ8xA1WPNJrV9WNqrohl4MzjP7A5MnBEeaJBEqi1PEA69fXsXjx+K7iVp5Z67HHmlm/voFFi0wLMXJDKgd8ObAYQJ28KyEy+yRHRIaKyGp3f56IrBSRab73M24zjFLA7yy/8kr42c8SJ17cvt1Z4uudkyp1PPQsbiVSzqJFTUyfXse5565l+vRaSx1v5IRUPpNOnNiSu1ytJIqlwLOBahE5FShX1bFAo4jsm01bBOMyjJzjd5Y3N8OtKUrMeWlQGhvDpY4HaG2tY9s2x7m+YcN4pk+vDW0+M4xMSRq06CLAg8B3sr2YWxfl38AmYBywwH3rSZxa84dl0fb3gOtdAlwCMHLkyGyHbxhZ4XeWX3stiCTWLqBn9HpQssVECRrb2oYzbtzvWbZsCZMnN1nqeCMvJNRMXHPUfcAOVV2squdlcyFxlpg0AVe7TTvRXVxrKzA0y7ZeqOrtqjpaVUcPGTIkm+EbRigSxYjEC4OOjvCCpKXFMXXFC4WgBI2xWCV7730y69fXceKJa1m/Pti5Hm8+M4xsSWbm+hi4D0BEBovIyVle62rgVlX90H39L6Da3d/ZHUs2bYZRUBLFiIQtSOXnssu6tQYvI/BDD9WzbJl0bd/4xm1UVrb3OK+iwln6GzaLsEWzG1GRrNLif4AnReRq4P8C92Z5reOBY0VkInAoTn35fwAvAYcAa4B1OCarTNoMo2AkKpXraRVh8YpYzZrlBCC2tzsK+Nixwcd3dpZRVgYisV4JGsNmETaMKAjjM1FV/SyAiPxARE7BEQKvqWpH2Aup6ue8fRFZDpwEPC8iw4ATgTE4Dv5M2wyjIKQqlTtzZvhSuf5JftCgk9i0aR6q3dqHquNr6aaSsrLECRotdbyRL1LVMxFglq/pLhxN4EvAUSLya1Wdme5FVXWc2/84nKj6n6rqR9m2GUa+SWTCCnJyxx9XUdHthH/ooXoGD3a0kGQZfkXKicXKKStrJxarZMSIC1FVNm6cmzBBoz+LsAkSI1dkU7a3GicN/a2q+nGko8oBVrbXiJp066P7BY+nIYAzyT/wwATq6npqISKVVFfvy3/+83dU2xGpZK+9zmLz5geJxVopK6vmyCNbAGX16qM57LAVSaPZW1rMR2KkRy7K9l4S0NwOnFgKgsQwckG6Tu6g4lJeqvhTTgmX3bex8YaMEzSaIDFySdhVUOeBExEvIo9DV0Bje9KzDKOPk259dE94+NsbG508WUOHju9RYyRRdl9L0GgUI2Ec8AAd4AgQ17zlYcWxjH5NS0s4J7d/ZRbAuylSpMZn9922bUnXa08TMYxiIpUD/kIcQTJURM7HiYb37xtGv6W52fF3zJyZWanceDwfyfbtf+2V3XevvdZSVRXt+A0jSlKZufYE9sApiLC7u/n3DaNfElR7JFmpXH9NkUR4PpJ4E1YmBbMMI9+kSvQ4W1XnAOtU9WZ3/x++fcPoN/gz9yaqPZKoVK5XU8TvE4mvw+75SPzO9EwKZhlGIUiVgv4bIjITJ2UJ4vxCBuZjYIZRTHjawZe+lLr2SFVVHRs2jO/Km9XeXsmGDeNpbGzusTIrqA57/DXTKZhlGIUklQN+BY7wOFBEHgOm46Qx8QRLvC5vGCVLojgMv3bw5JO934/P3rt8OdTWOtHqALFYOZMnN/HWW7Wceur4rgBDb6VWUMBhOsGQhlEMpDJzbVbVX6vqSTgZf2tUNea+FwOuyMMYDSPnZJOkMSh7b3t7JW+9dQCxWBmLF49n/fparr8efvvbnst6g5b5JsoS7GEZf41iJHS2XVX9g6o+F9f2avRDMoz8ksgvETbb7333NaHa86cUi5UzY8Z8Nm5s4N57HUGxfTtceaW3MitxHXbL+GuUImHjTAyjT5LIL7F1K8wOWaTaq2zopUNpb69k8eLxtLQcwrnndseDePEnYYSAZfw1Sg2rA2L0W5L5JW69FU44Ibl2cMIJzv60aT3ToZSXl7NwYVOv49MVAvHR9SZIjGIm40SPpYYlejT8hE3SeMUVcNttPQWOP8Ovn7KynYjF/sOwYZfy8MO3RJb2PSg40jDyQTqJHk2YGP2SlhZ48MHEPhFPAHz+8z3ToCTCy+j70UfPd2XvjVIIWMZfoxCYMAnAhInh4Z/koadAiV/mG8wAIAZ0drV46eDjM/eaEDBKmchT0BtGXyGovK7fL/HKKycRiyUPnwqKZk9UmMoEidFfMGFilDxh4i1aWpKX1/XqjAwd2kRFRfzPoryX4IiPZrd08EZ/x4SJUdKESYLoHTN9evKI8rVrYfLk3qlQ3n//3F6Cw6s/4q8zYhj9GRMmRskSJgliczNcd52zv2NHcD9eRLl3/OTJ3UGIsVg5P/jBDWzY0FtwWJEqw+jGhIlRkoRJgugd09qavC8votxb3bV+fR1PPDG+RyqUyZObaG3tKTjClss1jP6AreYySo5kaU68Jb0QLhVKopiRLVtqaW2t4bvfXcG2bd3CYu1ac6ob/Yd0VnNZOhWjpPCSICbCb7JKxcCB0NFxEiJOGhSP9vZKnn/+VObMuaWrLZ1UKIbRHzEzl1FSPPig83fAgOD3PZNVskSJFe4j1LXX9kyD4qFa3pWc0evT0pgYRnJMmBglg9/hrtpboPgn/fi8Vv5jrrvOMVdNmULXqiz/0t9t28bT1lbbq0/DKCrmz4eGBigrc/7On1/Q4ZjPxCgoqSLEvfeD/CQVFSDirNJK5PsIorJyOEcdta7rdVvbRl5+uZFYrLUrkv3GG2stH5aRG+bPh6lT4d13YeRImDEDzjkn/T4uuaR3Sunbb0+/ryRYBLxREqSKEUlVKrejo7uaoeP7iI9cLyPoK97evp7ly6Vre/XVz/SKGZkypVt7MYzI8ITAO+84X9533nFep6tVTJ0aHDQ1dWp0Y00TEyZGQUgVIxJfKjfRqqyODufv4Yc30dHR8+vc2VkZIGB6IlLJ4MEnB8aMmLPd6EW2pqWohMC776bXngdMmBh5J1WMSNgKh9DtcF+4sI7Fi3tGrj/xxIVs3DjeJ1AGAOU9zvdHtFvMSB8mCv9CFFpFVEJg5Mj02vOA+UyMvBEm7fvRR8MLL6QWJImy+6o6fpTW1mrOPruFmhrlnnsaKS93/CFDhpzO++8/gGo7IpXU1V3MJz95S8AVjD5DVP6FhgZHgMQzahS8/Xb++oD+7TMRkd1E5AkReVJEfiMilSIyT0RWisg033EZtxnFi+f/uOaaxIJi+/bkJi0/Qdl929sreeutA7oi17dtq2X9+jp++9tuf4glaOyHFJNpacaM4CWGM2akN5ZzznEEx6hRztPTqFGRC5J0yaeZ6xzgRlU9AdgEnAmUq+pYoFFE9hWRUzNty+N9GGni939UVPRe0rtgQT3LlkmvbcGC+h7H+UvlBmX3jcXKmTFjPhs3NnTFidTUQH19tz/EEjT2Q4rJtBSlEDjnHEebicWcvwUUJFAgM5eILAR2BW5S1cdF5EygGjgMWJxJm6releyaZuaKljBFnxKZtfxLegEmTZrAV74yj8rK9uCOQhCLVfL44xfzs5/1jlqPX5HV1raR1auP7qqIaBQ52S6lLTHTUjFRlGYuDxEZC+wB/APwjN5bgaHATlm0BV3rEhFZJSKrNm/eHPGd9F+yTfvuLen1NJSFC4Oi0Il7HbTMt9uhXlFRTm1tU5cFIVmwoTnbS4gonN59wbRUZAGKQeRVmIjInsAvgAuBf+FoGQA7u2PJpq0Xqnq7qo5W1dFDhgyJ9mb6KVGlfe/o6H7vgAPqePJJ/0qsAcRiPVddlZX1XubrVTz0TFaTJ9d2JXm0qPU+QhT+jmyEQPwkDumblrIVBFHFpuSYvJm5xJkJngBuUNWnROR8YC9VnS0iPwbW4CSezKhNVX+V7Ppm5sqORCareA0gzLLeMCuxli07neOOe4DKyu5VV6rKpk3zeqzEGjVqWi+TldVd70OUlfVWU8H5osRiub12FGatKPqIykyXAcVq5roI+DQwVUSWAwKcJyI3AqcDjwGPZtFm5IhkJqu7765n7NjuaPKxY4XHHuvtPPcTZiXW//xPc1eBKnBWXTU0NPVaiRVksjJBUkRk+1SeqdM7CrNQFFpRFH0UYYBiEHkTJqp6m6ruoarj3O0eYBzwEvAFVf1IVT/OtC1f99EXCFszHVKbrFasOKnLPOVnyJD1gSu0li0TvvrV2ygr6+lsj1+JtXVrHUuXjke1jLo6Z9WVrcQqMQrl74jKLBTFJB5FH0UYoBhEQSPgVXWbqi5Q1U1RtBmpScd57uXESlap8L77mnwahENv53nP1yKV1NQc0OUDicUqWbp0PC0th3DuuWvZtq2Wmhpn+W91dc8UJ1Yqt4QolL8jqriSKCbxKPqIagFBjrF0Kv0Av5YRxnmeKCdWUDzIww8PA8qTOs/jESlnv/3md5msEq3Emjy5twnLVmKVEJk+lWfr9I7KLBTFJB5FH0UYoBiECZMSIox5Kp5EmXeT1UxP5DwPMml1dFTy3HPf6tJOYrEKli49t0eOrO3bu7UQkUpqa8ezyy6H9DBZ2UqsIiMKn0MmT+VRmKiiMgtFMYlHJQiKLEAxEFXtF9vhhx+uhWTt2uzOnzlTFZy/Ya8zc6ZqTY1zXvy2YMFwXbaMXtuCBcMDjwfVPffcoIsXD+xx/OLF1brHHht10qTL9Omny3TSpAk9jlu6tFo//vg1ffZZ5/Wzz1Zra+tGVVVtbd2gK1c2dr2O4nMyIuD++3t/cWpqnPZU540apSri/L3ssvT7GTUq+Ms3alTux2/0AlilIedYS/SYB5qbyajQUlBhqGTBeP7rQE8tI9FyXD/e0txUeMe1tztR53Pm3MKee27k5puP5rvfXcG2bbVMmjSBk06ay667Xsro0bewZs0ENm6cy7Bhl1pixWInk6WoiZbAXnABPP54+Oj1qJYCR1GAykhrabAJkxwTVhBAz/gITzCccELvLLpB/fivE5+uBIJTlsQLj46OclTLGTAg8TGx2ADKymJAJ52d1VxwQQvr1/f2XwwfvpH/+Z+j+cIXnPgPS2FSQmQyoUcVC1HAmIqiokiEoQmTAPItTMIG+Xkk0yriCaNlhMEvPNrbK3nmmbP4whcepKqqe/lWvDDx0ri/9959DBt2KQ8/fEvoezTyRCFyWUWpUZR6/qtsP/8i+gzSESYVuR5MfyA+4toTDAMG9I7N8Bzf0DtqHODaa3tqFamixRO97ux0HOLl5bHAtvb2Sp5++iyOPfZBwInzuP32G2hvr+HLX3Y0mPb2Snbs2Jedd/57V9R5be14Ro2axkcfPc+oUU1d9xBW+zJyTPxE5DmwIfxENGNG8GSWbAXSyJHBAigTpzcUxVN5RkTx+Sdb2lzEn4Ot5sqS+LiNZEF+3tLaxx6THlHj++5b3/Xd8eesguAVVGGW3+7YUUlHR++VV17keSxWzh133MATT4zvUf/jnnu640bKy8v53Ofmp4w6nzIFW4kVBYWM2vZfe+pUx9eRzgqkKGMhCrVyqVii5ksk4j0eM3NlQbw/JFWVwDB+izC0tVWzZs3pfOpTD3RpEOvW7Ut9/d+7Xj/++MWUlWkPLWPr1os57DBlw4a5PPbYpfzsZ70d5zU1MG/eBGpru53lYZ3nlhMrC6IybWRiborq2kVi58+IQn7+8RSR36hYc3P1GVpaguuYpwry+8Y3butVs6Ozs5wdO3pqEPHfxc7Osi4TVXt7Ja+/Pp6f/rQ7d5WXisT/euHCJoYNa6K8vFvLOOUUJ79VdXVDV5Dg1q11PaLOp02DU07pGWUeNuq8XwuSbJ9qCxm1HdW1CxkLUcqffzwlEvEejwmTkLz4Yn2XWerdd8MlNAwyUcULhqeeOpdYLPm/oaOjElUv6K+cn/+8ifXr63qYqFpaDul6vXTpeCZOrGXy5Drq653AwBEjuvNbjRmztitIMKj+R7wZy6LOU5BpoJ1/Agx6EoX0o8W/8pX0J6JCmlWiMC1FEehYTFHzJRLxHo+ZuUKyZs0E1q+f1ytBYbq0tg5EBKqqWmltrebss1s4//zrusxfQSYrzzy1ceNcHn30UubMcUxN8SYq7/Vf/rKCGTOciT/VktxMY2AMH1HFZQSRj9iOTM0qxbJqKQqzUJSmpVI298VhS4MDyFaYzJ69kYMOaky6bDbRCqqyMhCJdfkyQDnppLksWnRpV8Dfr37l9N3WVs0bb6zkwAPHUF7eSmdnNUcf3QIoq1cfzQsvrGD69NrAOaimBiZMgFmz0rs383VkSZRxGX5STayFLEdbTHU6ovBTFNFy3GLCfCYR09wM06c7ZqVkCQ395qhuKikrc9pUy7n33ibuu6+pK9U6QGtrHa+/7piotm0bz6RJh4Q2T3l4Zqp0BQmYIMnI1OI/pyzBzyiZnTyZ+SSsaSMq00yhMvNGNf4o/BSFNi1FZe4rZGnfsHlXSn3LNDfX2rXBuameeKJaf/jDC3TJkkpdtgxdsqRSH3hggr7xxmX69NNO29NPV+qaNU7bsmVl+sADEwJTBs2c6eSpev75xqR5q/z48255ffQ74nNBZZJ7KZM8TkHnxG/5yEGVTR/ZfnYiwdcWyc/4/ZR6Lq4oxp+jz4A0cnMVfJLP15ZNokf/xJ0soWFr60Ztbd3QK6mhXzBEKQTCJn8sSrKdzKL68WQyoSU6p7w8/P0UcgKJ4trFlpAxk+9TVA8j2fZR6AeLJJgwiViYqHYLlD333KD339+oe+yxUWtqVB94wNE61qyZ0HWsp4n42+L7ikoIlGSW3UJOZvE//kSaRbIn7EyfyoOy6mY7AWbSRzEJgkIKgWLRBqLQ8qLoIwATJjkQJqrBpqUgc1QqE5VqiQoB1Wh+/IMGZS8IMhECQT/+RH1lopkkO6evTV7eePItCAqpkeaij2IbSxwmTHIkTFQLZFqK4kksin5y5V/IVBBEJQTiJ9dM7qnYfSRR9FMMgiCqz6CYtIFietCIw4RJwBZlcay0tIpi+AFG1U+U/oVc9JPqfpJpNMn+R0H/w3T/r6U+eRWLIIjqMygm4a5aPP6bOEyYBGwFqbRY6B+g/8tVXp5ZP9malpKdF5UgSPbjyfYz6AtmlSiEYbEIgmJaAVbqq8hCYMIkYCuIMInix5/JBO71EcYslAvTUpgJfNCg9LSBTPwshVzCG+Qoz7YU7qBBqpWV6fVRTH6WYnL8e30VoTZQTJgwCdjyJkxy4STO5AcY1rwUtWkpigk8qI8BA9KfSBONP50lvJlMookmvHRXXiX6HAYNyq9GEVU/hVwBZmSECZOALSfCJMzTZ1RP8ql+gGGXvKbTT7JzE/2Qo5jAE/WRSpuJJ4olvJmYxoppAi8mJ7HXjwmCksGEScAWuTBJZ5lptk/yqSbwdMaSbFKPQiuKYgJPdv9h+yikaSyqCbxYTEseJgj6HSZMArbIhUk6q5QyeZJP9eMP8/Scaslr2Mk31USaCyd3FH0UyjRWTJpJP3ASG7nDhEnAFokwCWsCSvbjj8IclY42k+hJMp0+kgnDXDq5o+gjX6axVJ9JoZZze/2YRmFkgAmTgC1rYZLO6qhEP/6ozFH5cq5n008UTu5kQixsH4WIP1CNbgI3QWAUEBMmuRAmYZ+ek63YSdRHuhHYmfhmMukjm37ybelfTHUAAAUfSURBVNcvpvgDw+gjmDDJhTDJ5dOzN+lla5MvxIqpYrHrF1v8gWH0AfqNMAHmASuBaamOzZlmUqpPz33Rrm9CwDAipV8IE+BU4G53/05g32TH58RnUupPz2bXNwwjCekIE3GOLz1E5GZgsao+LiJnAtWqelei47OtAQ84ZTCnTnXKio4cCTNmpF/WM4o+DMMw8kA6NeBLWZjMA25W1T+KyAnAp1X1hrhjLgEuARg5cuTh77zzTgFGahiGUZqkI0zKcj2YHPIvoNrd35mAe1HV21V1tKqOHjJkSF4HZxiG0Z8oZWHyKnC0u38I8HbhhmIYhtG/qSj0ALLgUeB5ERkGnAiMKfB4DMMw+i0lq5mo6sfAOOAl4Auq+lFhR2QYhtF/KWXNBFXdBiwo9DgMwzD6OyW7mitdRGQzkOlyrsHABxEOJ5eU0lihtMZbSmOF0hpvKY0VSmu82Yx1lKqGWr3Ub4RJNojIqrDL4wpNKY0VSmu8pTRWKK3xltJYobTGm6+xlqzPxDAMwygeTJgYhmEYWWPCJBy3F3oAaVBKY4XSGm8pjRVKa7ylNFYorfHmZazmMzEMwzCyxjQTwzAMI2tMmBhGEkRkTxH5oogMLvRYDKOYMWGSAhGZJyIrRWRaoceSCBEZKiLPu/sDROS3IrJCRC4s9Nj8iMhuIvKEiDwpIr8Rkcpi/nxFZA/gd8ARwDIRGVLM44Wu78Jqd78oxyoiFSLyrogsd7eDROTHIvJ7Ebml0ONLhIjcKiJfd/eL8rMFEJHLfJ/tayIyNx/jNWGSBBE5FShX1bFAo4jsW+gxxeNOePcAO7lN3wVeVdXPAt8SkV0KNrjenAPcqKonAJuAMynuz/dg4AeqOgNYAhxLcY8XYDZQXeTf3YOBB1R1nKqOAypxkrYeAbwvIscXcnBBiMgxQK2q/rbIP1tU9TbfZ/s8sJY8jNeESXLG0Z2u5Um6sxQXE53AGcDH7utxdI/5OaBoAqtU9VZVfcp9OQQ4lyL+fFX1WVV9SUQ+hzPRfYkiHq+IHAv8G0dQj6N4xzoG+JqIvOLWJToOeNit7LcEOKago4tDRAYAdwBvi8jJFPdn24WIDAeGAvXkYbwmTJKzE7De3d+K848pKlT147gkl0U/ZhEZC+wB/IPiH6vgCOttgFKk4xWRSqAJuNptKubvwe+B41X1CGAATl2iYh0rwPnAX4Cf4jxUTKS4x+sxEbiNPH0XTJgkJ2UBriKkqMcsInsCvwAupMjHCuCWwp4I/Ak4iuId79XArar6ofu6mD/bP6nqRnd/FcU9VoDDgNtVdRNwP47GX8zjRUTKgC8Ay8nT51t0H0KRUYoFuIp2zO7T80PAFFV9hyIeK4CIXCUi57svdwduoHjHezwwUUSWA4cCX6d4x3qfiBwiIuXAN3CenIt1rABvAo3u/miggeIeLzimwpdd02FefmcWtJgEEdkVx4H1NG4BrmKtmyIiy1V1nIiMAh4HluI8SY9R1c7Cjs5BRC4DZgJ/dJvuAn5AkX6+7uKGBUAV8DowBeeptCjH6+EKlJMo0u+uiBwI/AoQYBGOee55HC3ly8CXVfWtwo2wJ+4iljtxzEMDcBaOLKIIP1sPEZkJrFLVR/I1j5kwSYE7oXwReM5Vc4set/rk0cCSYvuSx1Nqn28pjbfExloNfBX4g6q2FHo8qSilzxbyM14TJoZhGEbWmM/EMAzDyBoTJoZhGEbWmDAxDMMwssaEiWEYhpE1JkwMwzCMrPl/d6oRJOFqPRkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c80c128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 子图1\n",
    "ax1 = p.add_subplot(2, 1, 1)\n",
    "plt.scatter(values[:, 0], values[:, 3], marker='o', c='r')  ## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 4], marker='D', c='b')  ## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 5], marker='v', c='y')  ## 绘制散点\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加纵轴标签\n",
    "plt.title('2000-2017年各产业季度生产总值散点图')  ## 添加图表标题\n",
    "plt.legend(['第一产业', '第二产业', '第三产业'])  ## 添加图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c64b978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 子图2\n",
    "ax2 = p.add_subplot(2, 1, 2)\n",
    "plt.scatter(values[:, 0], values[:, 6], marker='o', c='r')  ## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 7], marker='D', c='b')  ## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 8], marker='v', c='y')  ## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 9], marker='8', c='g')  ## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 10], marker='p', c='c')  ## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 11], marker='+', c='m')  ## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 12], marker='s', c='k')  ## 绘制散点\n",
    "## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 13], marker='*', c='purple')\n",
    "## 绘制散点\n",
    "plt.scatter(values[:, 0], values[:, 14], marker='d', c='brown')\n",
    "plt.legend(['农业', '工业', '建筑', '批发', '交通',\n",
    "            '餐饮', '金融', '房地产', '其他'])\n",
    "plt.xlabel('年份')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加纵轴标签\n",
    "plt.xticks(range(0, 70, 4), values[range(0, 70, 4), 1], rotation=45)\n",
    "# plt.savefig('../tmp/2000-2017年季度各行业生产总值散点子图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c3c46d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 代码 3-11\n",
    "p1 = plt.figure(figsize=(8, 7))  ## 设置画布\n",
    "## 子图1\n",
    "ax3 = p1.add_subplot(2, 1, 1)\n",
    "plt.plot(values[:, 0], values[:, 3], 'b-',\n",
    "         values[:, 0], values[:, 4], 'r-.',\n",
    "         values[:, 0], values[:, 5], 'g--')  ## 绘制折线图\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加纵轴标签\n",
    "plt.title('2000-2017年各产业季度生产总值折线图')  ## 添加图表标题\n",
    "plt.legend(['第一产业', '第二产业', '第三产业'])  ## 添加图例\n",
    "## 子图2\n",
    "ax4 = p1.add_subplot(2, 1, 2)\n",
    "plt.plot(values[:, 0], values[:, 6], 'r-',  ## 绘制折线图\n",
    "         values[:, 0], values[:, 7], 'b-.',  ## 绘制折线图\n",
    "         values[:, 0], values[:, 8], 'y--',  ## 绘制折线图\n",
    "         values[:, 0], values[:, 9], 'g:',  ## 绘制折线图\n",
    "         values[:, 0], values[:, 10], 'c-',  ## 绘制折线图\n",
    "         values[:, 0], values[:, 11], 'm-.',  ## 绘制折线图\n",
    "         values[:, 0], values[:, 12], 'k--',  ## 绘制折线图\n",
    "         values[:, 0], values[:, 13], 'r:',  ## 绘制折线图\n",
    "         values[:, 0], values[:, 14], 'b-')  ## 绘制折线图\n",
    "plt.legend(['农业', '工业', '建筑', '批发', '交通',\n",
    "            '餐饮', '金融', '房地产', '其他'])\n",
    "plt.xlabel('年份')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加纵轴标签\n",
    "plt.xticks(range(0, 70, 4), values[range(0, 70, 4), 1], rotation=45)\n",
    "# plt.savefig('../tmp/2000-2017年季度各行业生产总值折线子图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([8654.0, 70004.5, 102024.2], dtype=object)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values[-1, 3:6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2fba0588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = ['第一产业', '第二产业', '第三产业']  ## 刻度标签\n",
    "plt.figure(figsize=(6, 5))  ## 设置画布\n",
    "plt.bar(range(3), values[-1, 3:6], width=0.5)  ## 绘制散点图\n",
    "plt.xlabel('产业')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "plt.xticks(range(3), label)\n",
    "plt.title('2017年第一季度各产业国民生产总值直方图')  ## 添加图表标题\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd240fd748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 代码 3-13\n",
    "plt.figure(figsize=(6, 6))  ## 将画布设定为正方形，则绘制的饼图是正圆\n",
    "label = ['第一产业', '第二产业', '第三产业']  ## 定义饼状图的标签，标签是列表\n",
    "explode = [0.2, 0.01, 0.01]  ## 设定各项离心n个半径\n",
    "plt.pie(\n",
    "    values[-1, 3:6], explode=explode, labels=label, autopct='%1.1f%%', radius=1, rotatelabels=False)  ## 绘制饼图\n",
    "plt.title('2017年第一季度各产业国民生产总值饼图')\n",
    "plt.savefig('../tmp/2017年第一季度各产业生产总值占比饼图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 代码 3-14\n",
    "label = ['第一产业', '第二产业', '第三产业']  ## 定义标签\n",
    "gdp = (list(values[:, 3]), list(values[:, 4]), list(values[:, 5]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JyVzR/DHQzcwOADoA24EF4XdPAX2Bo1NIeyOxQDMbDgwHOOyww5KosoiI1EQyPYUVwLeBy4BXgXzgvfC7T4B2QIsU0r7G3e9w92J3Ly4sLEyiyiIiUhPJBIVrgUvc/VfAa8B/AQXhdy3DPHemkCYiIjmSzE74QKC7meUBxwD/QzDsA1AEvA2sSyFNRERyJJk5hRuBewmGkFYBtwDLzexQYBDQG/AU0kREJEdq3VNw9zXufpS7t3T3k919B9AfWA0McPftqaSlY6NERCQ5aXmegrtvY+9ZRCmniYhIbmhiV0REIgoKIiISUVAQEZGIgoKIiEQUFEREJKKgICIiEQUFERGJKCiIiEhEQUFERCIKCiIiElFQEBGRiIKCiIhEFBRERCSioCAiIhEFBRERiSgoiIhIREFBREQiCgoiIhJRUBARkYiCgoiIRBQUREQk0jTXFRARSYW7s27dOnbv3p1yXqtWrUp6XTOjV69e5Ofnp1yPXFJQEJF67fXXX6dfv3707Nkz5bxGjx6d9LobNmzgvvvu40c/+lHK9cglBQURqdf27NlDp06dUjrKT4fBgwfz5Zdf5rQO6aA5BRERiSgoiIhIREFBREQiCgoiIhJRUBARkYjOPhIhOBXxmWeeSTmfHj16pLT+6aefzuTJk1Ouh0iykg4KZjYLeMLdl5jZ3cCRwGPuPjn8Puk0kWxbs2YNo0ePplevXknnUVRUxNy5c5Nef8WKFSxZsiTp9UXSIamgYGb9gEPCgFAC5Ll7HzO7x8y6At2TTXP3N9K1cSK10aVLl5SO9N09pfLfe++9lNYXSYdazymYWTPgTuBtMzsD6A8sCL9+CuibYlplZQ43szIzK9u6dWttqywiIjWUzETzBcArwDTge8AIIHaI8wnQDmiRQtrXuPsd7l7s7sWFhYVJVFlERGoimeGjo4E73P0DM5sLHAsUhN+1JAg0O1NIExGRHElmJ/wm0Dl8Xwx0ZO+wTxHwNrAuhTQREcmRZHoKdwP3mNlPgGYE8wKLzexQYBDQG3BgeZJpIiKSI7XuKbj7v9z9LHc/3t37uPs7BIFhNTDA3be7+45k09KxUSIikpy0XLzm7tvYexZRymkiIpIbmtgVEZGIgoKIiEQUFEREJKKgICIiEQUFERGJKCiIiEhEQUFERCIKCiIiElFQEBGRiIKCiIhEFBRERCSioCAiIhEFBRERiSgoiIhIREFBREQiCgoiIhJRUBARkYiCgoiIRBQUREQkoqAgEtqzZ0+jLl8EFBREADjuuON46KGHclqH3//+9xx77LE5rYOIgoIIUFpayoIFC3jrrbdyUv769et5+umn+eUvf5mT8kViFBREgDZt2jBy5Eiuu+66nJQ/ceJExo0bR6tWrXJSvkhM01xXQKSuGDVqFF27duWVV17hyCOPzFq5a9asYe3atTz44INZK1OkKuopiIRat27N2LFjueaaa7Ja7oQJE5g4cSIFBQVZLVekMgoKInFGjBjBqlWrWLduXVbKW7p0KRs3buTCCy/MSnki1VFQEIlTUFDAhAkTmDBhQsbLcnfGjx/PddddR7NmzTJeXkNlZpSXl+e6GpSXl2Nmua5GyhQURBJcdNFFbNiwgeXLl2e0nMcff5xPP/2UIUOGZLSchq5r1664O6tWrcpZHTZv3szq1avp169fzuqQLgoKIgny8/OZNGkSV199Ne6ekTIqKiqYMGECkydPJi8vLyNlNBZNmzbliiuuYNq0aTmrw6233sr5559PmzZtclaHdFFQEKnEueeey8cff8yf//znjOT/8MMP07RpU84888yM5N/YDBs2jL/85S+89tprWS97+/bt3HXXXYwaNSrrZWeCgoJIJfLy8rj++usZP3582nsLX375Jddccw1TpkxpEGPQdUHz5s0ZMWIEN910U9bLnjNnDoMGDaJjx45ZLzsTkg4KZtbOzP4Wvr/bzFaZ2YS475NOE6kLSkpKAFi0aFFa833ggQdo164dJ598clrzbexGjBjBokWL2Lx5c9bKLC8vZ8aMGYwdOzZrZWZaKj2Fm4ACMysB8ty9D9DZzLqmkpbqBomki5kxZcoUJk6cmLab1ZWXl3Pdddepl5ABbdq04fzzz+fWW2/NWplz586lqKiIoqKirJWZaUkFBTM7EdgFfAD0BxaEXz0F9E0xrbLyhptZmZmVbd26NZkqiyTllFNOoU2bNsybNy8t+d15550ceeSR9O1b6Z+6pGjUqFHcddddbN++PeNlVVRUMH36dEpLSzNeVjbVOiiYWT4wEbgyTGoBvBe+/wRol2La17j7He5e7O7FhYWFta2ySNLMjBtuuIFJkybxxRdfpJTXrl27uOGGG5g8eXKaaieJOnbsyMCBA5kzZ07Gy1q8eDGtW7emf//+GS8rm5LpKVwJzHL3T8PPO4HY9fktwzxTSROpU/r168fhhx/O7373u5TymT17Nscddxy9evVKT8WkUqWlpcyYMSOjF7S5O1OnTqW0tLTBDQMmc0O87wMnmtkIoCdwGPAusBooAjYAmwiGgpJJE6lz9uzZw/DNY2FS8hOKVwAclbYqSRWKioro0aMHc+fO5aKLLspIGStWrOCjjz5i8ODBGck/l2odFNz9+Nh7M1sKnA4sN7NDgUFAb8BTSBOpU2L3J9r92Ecp3Y7is88+o2vXrvzxh2UUFxensYaSaNy4cVx66aUMGzaMJk3SPwAxdepUxowZ0yAvPEzp13L3/u6+g2DCeDUwwN23p5KWSn1E0i2d9ydq3rw548ePz8p9lRq7/v3706pVKxYvXpz2vNevX8+6desYOnRo2vOuC9ISQt19m7svcPcP0pEmUlc88cQTab0/0cUXX8yGDRtYtmxZWvKTypkZ48aNY+rUqWm/+HD69OmMHDmS/fffP6351hWa2BWpQkVFBePHj0/r/Yli91XKxJXS8lWDBw9m69atrFixIm15vvvuuyxZsoRLL700bXnWNQoKIlVYuHBhRu5PdN555/HRRx9l7L5KEsjLy2PMmDFMnTo1bXnecsstDBs2jAMPPDBtedY1Vt+OVoqLi72srCzX1ZAG7ssvv6Rbt27cdttt/OAHP0h7/g8//DA33ngjZWVlDe6Uxrrk888/p1OnTjzzzDN069Ytpby2bdvGd77zHf7+97/Tvn37NNUwe8xsnbtXe4aDegoilZg7d25G709UUlKCu6f9vkryVQUFBYwcOZLp06ennNesWbM4/fTT62VAqA31FEQSlJeXc/jhhzN37tyM3o7iiSee4IorruDll19ukKc21hXbtm2jU6dOvP766xx88MFJ5eHuHHLIITz77LMp9zhypaY9hWQuXhNp0O66666s3J9o4MCBTJkyhXnz5nHBBRdktKzGbMuWLeTn53PwrOTvt2nAlkvhsXfeqbdBoabUUxCJ89lnn9GlSxf+9Kc/ZeV2FMuWLWPo0KFs2LCB/Pz8jJfXGF188cV06NCBa6+9NqV85s+fz+zZs3nhhRfSVLPs0pyCSBJmzpxJ3759s3Z/ouOPP57DDz+cu+++OyvlNTabN29m0aJFjBgxIuW8zjrrLP75z3+yevXqNNSs7lJPQSS0fft2unbtyrJlyzjiiCOyVm5ZWRlnnHEGb7zxBs2bN89auY3BuHHj+Pzzz7ntttvSkt/MmTN57rnn6uUJAuopiNTSzTffzGmnnZbVgABQXFxM7969mTVrVlbLbehiz04ePXp02vIcNmwYK1asYMOGhnvvTgUFEWDr1q3MnDkz5XHnZP3qV79i2rRp7NixIyflN0Rz5sxh4MCBaX12cosWLXL2LOhsUVAQAaZNm8aQIUNy9vD1o446ioEDB3LLLbfkpPyGpry8nFtvvTUjz04eMWIECxcu5P3330973nWBgoIIsGrVKs4+++yc1uGcc85p8JOY2TJ37ly6d+9Oz549055327ZtOe+887L6LOhsUlAQCWXivvv1qfyGIhvPTh49ejR33nlnVp4FnW36KxSRBmXJkiW0atWKAQMGZKyM2LOg77jjjoyVkSsKCiLSYGTz2cljx47N+LOgc0FBQUQajJUrV/Lhhx9SUlKS8bJ69uxJ9+7dmTdvXsbLyiYFBRFpMLL97OTS0lKmTZtGRUVFVsrLBgUFEWkQ/vGPf7B27dqsPjt5wIABtGrViiVLlmStzExTUBCRBiH27OSCgoKslWlmlJaWZuRZ0LmioCAi9d6mTZtYvHgxv/jFL7JedklJCR9++CErV67MetmZoKAgIvXeLbfcwk9/+tOcPDs59izoadOmZb3sTFBQEJF6bceOHdx7772MGjUqZ3UYOnQoa9as4dVXX81ZHdJFQaGOmD9/Pt26dSMvL49u3boxf/78XFdJpF7YtGkT7dq1o0OHDjmrQ0FBAb179+a1117LWR3SRUGhDpg/fz6XX345u3btwt3ZtWsXl19+uQKDSA1l+kK1+lKHdFBQqANKS0vJy8vjnnvuoby8nHvuuYe8vLyM3rtFRKQyCgp1wKZNm7j//vsZMGAAzZo1Y8CAAdx///1s2rQp11UTkUZGQUFERCIKCnVA+/btGTp0KM8//zy7d+/m+eefZ+jQobRv3z7XVRORRqZprivQ2OxrMurEE0+s0fIN5cpJEal7at1TMLNvmNkTZvaUmT1iZvlmdreZrTKzCXHLJZ3WkLl7pa8HH3yQo446Cggezfjggw9WuayISKYkM3x0LnCzu/8A+AD4CZDn7n2AzmbW1cxKkk1Lz2bVP0OGDGH9+vUArF+/niFDhuS4RiLSGNV6+MjdZ8V9LATOA2aEn58C+gJHAwuSTHsjsUwzGw4MBzjssMNqW2UREamhpCeazawPcCDwLvBemPwJ0A5okULa17j7He5e7O7FhYWFyVZZRESqkVRQMLODgN8AFwI7gdi9aluGeaaSJiIiOVLr4SMzywf+AFzl7u+Y2TqCYZ/VQBGwAdiUQppI1q1cuZJ+/fqRy55oeXk5J510Us7KF4HkTkm9COgFjDez8cC9wPlmdigwCOgNOLA8yTSRrNu4cSP5+fnk5+cnnUe7du3YsmVLSvVo3bp1SuuLpCqZiebbgdvj08xsMXAyMM3dt4dp/ZNNE8m2zp07pyWfgw8+OC35iORKWi5ec/dt7D2LKOU0EZGa2rJlC6+++ipXXnllTusRO6W8vtMVzSJSr33zm9+kc+fOHHDAASnlc9VVV3HjjTcmvf7FF19M3759U6pDXWD17QrZ4uJiLysry3U1MsbMdNVyPaW2q98aevuZ2Tp3L65uOZ0CKiIiEQUFERGJKCiIiEhEQUFERCIKCiIiElFQEBGRiK5TSJOdO3eyYsWKtOT15JNPJr3u/vvvzwknnLDPJ7yJiFRFQSFN/vjHPzJ27Fh69OiRcl4zZsyofqEqLF26lI0bN/Ktb30r5XqISOOjoJAmFRUVnHTSSTzwwAM5rUeHDh2oqKjIaR1EpP7SnIKIiEQUFEREJKLhI5EaqsnkfU2Wacj316nL0tF+jaHtFBTSqC78wdSFOjRU+m3rN7VfzWj4KE26du3KkiVLOPHEE5k5cyabNm3KSrnuzksvvcS1115L9+7dadq0acq3EBaRxktBIU169+7N+++/z2WXXcbatWspKiqid+/eTJ06lTfeeCOtZVVUVLBq1SrGjh1Lly5dOPPMM9m5cyezZ89m48aNtGrVKq3liUjjoecpZMju3btZunQpixYt4tFHH6Vt27ZceOGFjBo1Kuk8d+3aRWlpKY888ggHHXQQJSUllJSUUFRUpIvVRGSfavo8Bc0pZEheXh4tWrSgRYsWNG/enF27drFz506Y9I2k82wB/LYQ5v97b94tWrRQQBCRtFFQSKNY7+CRRx7h0UcfpU2bNpSUlLBw4cK4o/mJKZezZfxuXnjhBRYtWsTxxx9P27ZtGTx4sHoNIpIyDR+lSVlZGaeccgpdu3alpKSEwYMH07Vr14yXW1FRwYsvvsiiRYtYtGgR+fn5rF27lpYtW2a8bBGpPzR8lGWvvvoqAwcOZN68eVktt0mTJvTp04c+ffowbdo02rdvz7Zt2xQURCQpCgppsmPHDjZu3Jj2M41qa8+ePTktX0TqNwWFNFm7di0vvvgip556akr5vPnmm3Tp0iXp9QvVXelGAAAEdElEQVQLC2ndunVKdRCRxktzCnWMmenKSxFJu5rOKejiNRERiSgoiIhIREFBREQimmjOMt2+V0TqMgWFLNMOXUTqsjoxfGRmd5vZKjObkOu6iIg0ZjkPCmZWAuS5ex+gs5ll/t4QIiJSqZwHBaA/sCB8/xTQN3EBMxtuZmVmVrZ169Zs1k1EpFGpC0GhBfBe+P4ToF3iAu5+h7sXu3txYWFhVisnItKY1IWgsBMoCN+3pG7USUSkUaoLO+B17B0yKgLezl1VREQat7pwSuqjwHIzOxQYBPTOcX1ERBqtnPcU3H0HwWTzamCAu2/PbY1ERBqveneXVDPbCryT63pkUFvgo1xXQpKitqvfGnr7fdvdqz1Tp94FhYbOzMpqcntbqXvUdvWb2i+Q8+EjERGpOxQUREQkoqBQ99yR6wpI0tR29ZvaD80piIhIHPUUREQkoqAgIiIRBYU6zMyam9khua6HJEftV3815rZTUEgDMys0s+fMLN/MmpjZgWY2z8z2D/+48muRVxPb+zzOvsBNcd997bYkZvZbM7vEzC4zs0kpb0wjpParv2rSdmaWF9cm8euameXFfVbbUTfufdQQTCO40+t7wEvAu0BHYCuwHPg18GwN8zoFGBv+ce4BMLOlgANNzGygu38et/x24DOgHKjxzku+otr2M7NuwBiC3zleK+Dn7v5o+Fntl101+b93DHCmmVUkrNuE4FkusZ2/2g6CZwbrlfwLOBmYB5wOPA4MBl4IP88Hjkky31VAu/D9IOC+uO8KgT+E7ycB5wE/JdhpNQVeAfbL9W9TH15qv/r7Uttl5qXhoxS5+9PABIKjhhuAo4A1BA8MegPoFnZf86rKI/w+sS3uA/qE788FZofd3SbuvhU4wsy6VJLdfwBvuXviEa1Uoibtl2TWar8Mq03bmdl+ievvY1iwUbedrlNIAzO7HDiHoCt5MNCMoDvbHJgBHA5cBXxRRRb5wOXufqeZXQUMAz6srChgjLuvMrOJQEVY1psERyltCY5k/uruD6Vp8xq86trP3RfsY/XEvNR+WVTTtjOzl4DdCat/7O6nxOWltkNzCunSCRjt7qvN7MdAW3efnbDM9TXMa3/gKndfWM1yjwAzgaVxaU0Ius6TaliWBGrSfjWl9suuGrWduxfVIC+1HTr7KF02A5PNbDnwB+ByM3smfH1cydDQvhxCMFm2T+6+Hvh+QnIFUOxfnQyT6lXXflUO/UF0FkvsAEvtl136v5dm6imkx20Ef0w/BKYAmwgmuo4AbnL3xLMeKmVm+wPHASOrWW4/oMLddyeeaefuu8IdVF59H9vMon22H3CZmf2Srw8/xOQTnLXyR9R+2VZd251tZldT9dDtfsB1wJ9Q2wGaU0hZOOH0P8CDBI8W/QnQhuCsiJ8BS9z9lRrmdTXQxN0nV7PcRcBwqt5JNSU4Y+L2Gm1EI6b2q7/UdpmhoFCHmNkBwI6a9iykblH71V9qu70UFEREJKKJZhERiSgoiIhIREFBREQiCgoiIhL5//wVD2ZSUqGBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2fa8b588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6, 4))\n",
    "plt.boxplot(gdp, notch=True, vert=True, labels=label, meanline=True)\n",
    "plt.title('2000-2017各产业国民生产总值箱线图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 练习"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.load('国民经济核算季度数据.npz')\n",
    "name = data['columns'] ## 提取其中的columns数组，视为数据的标签\n",
    "values = data['values']## 提取其中的values数组，数据的存在位置\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei' ## 设置中文显示\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "label1 = ['第一产业','第二产业','第三产业']## 刻度标签1\n",
    "label2 = ['农业','工业','建筑','批发','交通',\n",
    "        '餐饮','金融','房地产','其他']## 刻度标签2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd30259128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = plt.figure(figsize=(12, 12))\n",
    "\n",
    "## 子图1\n",
    "ax1 = p.add_subplot(2, 2, 1)\n",
    "plt.bar(range(3), values[0, 3:6], width=0.5)\n",
    "plt.xlabel('产业')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "plt.xticks(range(3), label1)\n",
    "plt.title('2000年第一季度国民生产总值产业构成分布直方图')\n",
    "\n",
    "## 子图2\n",
    "ax2 = p.add_subplot(2, 2, 2)\n",
    "plt.bar(range(3), values[-1, 3:6], width=0.5)  \n",
    "plt.xlabel('产业')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "plt.xticks(range(3), label1)\n",
    "plt.title('2017年第一季度国民生产总值产业构成分布直方图')\n",
    "\n",
    "## 子图3\n",
    "ax3 = p.add_subplot(2, 2, 3)\n",
    "plt.bar(range(9), values[0, 6:], width=0.5)  \n",
    "plt.xlabel('行业')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "plt.xticks(range(9), label2)\n",
    "plt.title('2000年第一季度国民生产总值行业构成分布直方图')  ## 添加图表标题\n",
    "\n",
    "## 子图4\n",
    "ax4 = p.add_subplot(2, 2, 4)\n",
    "plt.bar(range(9), values[-1, 6:], width=0.5)  ## 绘制散点图\n",
    "plt.xlabel('行业')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "plt.xticks(range(9), label2)\n",
    "plt.title('2017年第一季度国民生产总值行业构成分布直方图')  ## 添加图表标题\n",
    "\n",
    "## 保存并显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd23f8cda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 代码 3-16\n",
    "label1 = ['第一产业', '第二产业', '第三产业']  ## 标签1\n",
    "label2 = ['农业', '工业', '建筑', '批发', '交通', '餐饮', '金融', '房地产', '其他']  ## 标签2\n",
    "explode1 = [0.01, 0.01, 0.01]\n",
    "explode2 = [0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01]\n",
    "p = plt.figure(figsize=(12, 12))\n",
    "\n",
    "## 子图1\n",
    "ax1 = p.add_subplot(2, 2, 1)\n",
    "plt.pie(\n",
    "    values[0, 3:6], explode=explode1, labels=label1,\n",
    "    autopct='%1.1f%%')  ## 绘制散点图\n",
    "plt.title('2000年第一季度国民生产总值产业构成分布饼图')\n",
    "\n",
    "## 子图2\n",
    "ax2 = p.add_subplot(2, 2, 2)\n",
    "plt.pie(\n",
    "    values[-1, 3:6], explode=explode1, labels=label1,\n",
    "    autopct='%1.1f%%')  ## 绘制散点图\n",
    "plt.title('2017年第一季度国民生产总值产业构成分布饼图')\n",
    "\n",
    "## 子图3\n",
    "ax3 = p.add_subplot(2, 2, 3)\n",
    "plt.pie(\n",
    "    values[0, 6:], explode=explode2, labels=label2,\n",
    "    autopct='%1.1f%%')  ## 绘制散点图\n",
    "plt.title('2000年第一季度国民生产总值行业构成分布饼图')  ## 添加图表标题\n",
    "\n",
    "## 子图4\n",
    "ax4 = p.add_subplot(2, 2, 4)\n",
    "plt.pie(\n",
    "    values[-1, 6:], explode=explode2, labels=label2,\n",
    "    autopct='%1.1f%%')  ## 绘制散点图\n",
    "plt.title('2017年第一季度国民生产总值行业构成分布饼图')  ## 添加图表标题\n",
    "\n",
    "## 保存并显示图形\n",
    "# plt.savefig('../tmp/国民生产总值构成分布饼图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd2c60d278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 代码 3-17\n",
    "label1 = ['第一产业', '第二产业', '第三产业']  ## 标签1\n",
    "label2 = ['农业', '工业', '建筑', '批发', '交通', '餐饮', '金融', '房地产', '其他']  ## 标签2\n",
    "gdp1 = (list(values[:, 3]), list(values[:, 4]), list(values[:, 5]))\n",
    "gdp2 = ([list(values[:, i]) for i in range(6, 15)])\n",
    "p = plt.figure(figsize=(8, 8))\n",
    "\n",
    "## 子图1\n",
    "ax1 = p.add_subplot(2, 1, 1)\n",
    "## 绘制散点图\n",
    "plt.boxplot(gdp, notch=True, labels=label1, meanline=True)\n",
    "plt.title('2000-2017各产业国民生产总值箱线图')\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "\n",
    "## 子图2\n",
    "ax2 = p.add_subplot(2, 1, 2)\n",
    "## 绘制散点图\n",
    "plt.boxplot(gdp2, notch=True, labels=label2, meanline=True)\n",
    "plt.title('2000-2017各行业国民生产总值箱线图')\n",
    "plt.xlabel('行业')  ## 添加横轴标签\n",
    "plt.ylabel('生产总值（亿元）')  ## 添加y轴名称\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd30662eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "data = np.random.normal(size =100 , loc = 0 , scale = 1)\n",
    "plt.boxplot(data , sym='o' , whis=0.05)\n",
    "# print(data)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wanzheng\\PycharmProjects\\Days\\01-数据和代码\\第3章\\02-习题程序\\data\n"
     ]
    }
   ],
   "source": [
    "cd C:\\Users\\wanzheng\\PycharmProjects\\Days\\01-数据和代码\\第3章\\02-习题程序\\data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1bd305ebf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris = np.load('iris.npz')['data'][:,:-1]\n",
    "name = np.load('iris.npz')['features_name']\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "p = plt.figure(figsize=(16,16)) ##设置画布\n",
    "plt.title('iris散点图矩阵')\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        p.add_subplot(4,4,(i*4)+(j+1))\n",
    "        plt.scatter(iris[:,i],iris[:,j])## 绘制散点图\n",
    "        plt.xlabel(name[i])\n",
    "        plt.ylabel(name[j])\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
